Other resources on feature stores that help clarify the difference and when to choose it over a data warehouse

https://medium.com/data-for-ai - several blogs discussing feature stores for machine learning

https://www.logicalclocks.com/blog/feature-store-the-missing... - in depth explanation

featurestore.org - list of all feature stores available and in production